{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e3ea94a8",
   "metadata": {
    "tags": [
     "pdf-title"
    ]
   },
   "source": [
    "# k-Nearest Neighbor (kNN) exercise\n",
    "\n",
    "*Complete and hand in this completed worksheet (including its outputs and any supporting code outside of the worksheet) with your assignment submission. For more details see the [assignments page](http://vision.stanford.edu/teaching/cs231n/assignments.html) on the course website.*\n",
    "\n",
    "The kNN classifier consists of two stages:\n",
    "\n",
    "- During training, the classifier takes the training data and simply remembers it\n",
    "- During testing, kNN classifies every test image by comparing to all training images and transfering the labels of the k most similar training examples\n",
    "- The value of k is cross-validated\n",
    "\n",
    "In this exercise you will implement these steps and understand the basic Image Classification pipeline, cross-validation, and gain proficiency in writing efficient, vectorized code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fb87160d",
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [],
   "source": [
    "# Run some setup code for this notebook.\n",
    "\n",
    "import random\n",
    "import numpy as np\n",
    "from cs231n.data_utils import load_CIFAR10\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# This is a bit of magic to make matplotlib figures appear inline in the notebook\n",
    "# rather than in a new window.\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "# Some more magic so that the notebook will reload external python modules;\n",
    "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "452e9b79",
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training data shape:  (50000, 32, 32, 3)\n",
      "Training labels shape:  (50000,)\n",
      "Test data shape:  (10000, 32, 32, 3)\n",
      "Test labels shape:  (10000,)\n"
     ]
    }
   ],
   "source": [
    "# Load the raw CIFAR-10 data.\n",
    "cifar10_dir = '../Dataset/CIFAR10'\n",
    "\n",
    "# Cleaning up variables to prevent loading data multiple times (which may cause memory issue)\n",
    "try:\n",
    "   del X_train, y_train\n",
    "   del X_test, y_test\n",
    "   print('Clear previously loaded data.')\n",
    "except:\n",
    "   pass\n",
    "\n",
    "X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir)\n",
    "\n",
    "# As a sanity check, we print out the size of the training and test data.\n",
    "print('Training data shape: ', X_train.shape)\n",
    "print('Training labels shape: ', y_train.shape)\n",
    "print('Test data shape: ', X_test.shape)\n",
    "print('Test labels shape: ', y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "af5b2989",
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x800 with 70 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize some examples from the dataset.\n",
    "# We show a few examples of training images from each class.\n",
    "classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "num_classes = len(classes)\n",
    "samples_per_class = 7\n",
    "for y, cls in enumerate(classes):\n",
    "    idxs = np.flatnonzero(y_train == y)\n",
    "    idxs = np.random.choice(idxs, samples_per_class, replace=False)\n",
    "    for i, idx in enumerate(idxs):\n",
    "        plt_idx = i * num_classes + y + 1\n",
    "        plt.subplot(samples_per_class, num_classes, plt_idx)\n",
    "        plt.imshow(X_train[idx].astype('uint8'))\n",
    "        plt.axis('off')\n",
    "        if i == 0:\n",
    "            plt.title(cls)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b754c6d9",
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5000, 3072) (500, 3072)\n"
     ]
    }
   ],
   "source": [
    "# Subsample the data for more efficient code execution in this exercise\n",
    "num_training = 5000\n",
    "mask = list(range(num_training))\n",
    "X_train = X_train[mask]\n",
    "y_train = y_train[mask]\n",
    "\n",
    "num_test = 500\n",
    "mask = list(range(num_test))\n",
    "X_test = X_test[mask]\n",
    "y_test = y_test[mask]\n",
    "\n",
    "# Reshape the image data into rows\n",
    "X_train = np.reshape(X_train, (X_train.shape[0], -1))\n",
    "X_test = np.reshape(X_test, (X_test.shape[0], -1))\n",
    "print(X_train.shape, X_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d796b6f8",
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [],
   "source": [
    "from cs231n.classifiers import KNearestNeighbor\n",
    "\n",
    "# Create a kNN classifier instance. \n",
    "# Remember that training a kNN classifier is a noop: \n",
    "# the Classifier simply remembers the data and does no further processing \n",
    "classifier = KNearestNeighbor()\n",
    "classifier.train(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55bcc84c",
   "metadata": {},
   "source": [
    "We would now like to classify the test data with the kNN classifier. Recall that we can break down this process into two steps: \n",
    "\n",
    "1. First we must compute the distances between all test examples and all train examples. \n",
    "2. Given these distances, for each test example we find the k nearest examples and have them vote for the label\n",
    "\n",
    "Lets begin with computing the distance matrix between all training and test examples. For example, if there are **Ntr** training examples and **Nte** test examples, this stage should result in a **Nte x Ntr** matrix where each element (i,j) is the distance between the i-th test and j-th train example.\n",
    "\n",
    "**Note: For the three distance computations that we require you to implement in this notebook, you may not use the np.linalg.norm() function that numpy provides.**\n",
    "\n",
    "First, open `cs231n/classifiers/k_nearest_neighbor.py` and implement the function `compute_distances_two_loops` that uses a (very inefficient) double loop over all pairs of (test, train) examples and computes the distance matrix one element at a time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "74a5a4d4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 5000)\n"
     ]
    }
   ],
   "source": [
    "# Open cs231n/classifiers/k_nearest_neighbor.py and implement\n",
    "# compute_distances_two_loops.\n",
    "\n",
    "# Test your implementation:\n",
    "dists = classifier.compute_distances_two_loops(X_test)\n",
    "print(dists.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7583c078",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can visualize the distance matrix: each row is a single test example and\n",
    "# its distances to training examples\n",
    "plt.imshow(dists, interpolation='none')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "8ced2d5d",
   "metadata": {
    "tags": [
     "pdf-inline"
    ]
   },
   "source": [
    "**Inline Question 1** \n",
    "\n",
    "Notice the structured patterns in the distance matrix, where some rows or columns are visibly brighter. (Note that with the default color scheme black indicates low distances while white indicates high distances.)\n",
    "\n",
    "- What in the data is the cause behind the distinctly bright rows?\n",
    "- What causes the columns?\n",
    "\n",
    "$\\color{blue}{\\textit Your Answer:}$ 1.it is because some test examples are far away from the training examples 2.the white column corresponds to the training example which is distant to all the test examples\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "85044db5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 137 / 500 correct => accuracy: 0.274000\n"
     ]
    }
   ],
   "source": [
    "# Now implement the function predict_labels and run the code below:\n",
    "# We use k = 1 (which is Nearest Neighbor).\n",
    "y_test_pred = classifier.predict_labels(dists, k=1)\n",
    "\n",
    "# Compute and print the fraction of correctly predicted examples\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = float(num_correct) / num_test\n",
    "print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "646967c3",
   "metadata": {},
   "source": [
    "You should expect to see approximately `27%` accuracy. Now lets try out a larger `k`, say `k = 5`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "05d96af2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 139 / 500 correct => accuracy: 0.278000\n"
     ]
    }
   ],
   "source": [
    "y_test_pred = classifier.predict_labels(dists, k=5)\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = float(num_correct) / num_test\n",
    "print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad5f595a",
   "metadata": {},
   "source": [
    "You should expect to see a slightly better performance than with `k = 1`."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "332cf487",
   "metadata": {
    "tags": [
     "pdf-inline"
    ]
   },
   "source": [
    "**Inline Question 2**\n",
    "\n",
    "We can also use other distance metrics such as L1 distance.\n",
    "For pixel values $p_{ij}^{(k)}$ at location $(i,j)$ of some image $I_k$, \n",
    "\n",
    "the mean $\\mu$ across all pixels over all images is $$\\mu=\\frac{1}{nhw}\\sum_{k=1}^n\\sum_{i=1}^{h}\\sum_{j=1}^{w}p_{ij}^{(k)}$$\n",
    "And the pixel-wise mean $\\mu_{ij}$ across all images is \n",
    "$$\\mu_{ij}=\\frac{1}{n}\\sum_{k=1}^np_{ij}^{(k)}.$$\n",
    "The general standard deviation $\\sigma$ and pixel-wise standard deviation $\\sigma_{ij}$ is defined similarly.\n",
    "\n",
    "Which of the following preprocessing steps will not change the performance of a Nearest Neighbor classifier that uses L1 distance? Select all that apply.\n",
    "1. Subtracting the mean $\\mu$ ($\\tilde{p}_{ij}^{(k)}=p_{ij}^{(k)}-\\mu$.)\n",
    "2. Subtracting the per pixel mean $\\mu_{ij}$  ($\\tilde{p}_{ij}^{(k)}=p_{ij}^{(k)}-\\mu_{ij}$.)\n",
    "3. Subtracting the mean $\\mu$ and dividing by the standard deviation $\\sigma$.\n",
    "4. Subtracting the pixel-wise mean $\\mu_{ij}$ and dividing by the pixel-wise standard deviation $\\sigma_{ij}$.\n",
    "5. Rotating the coordinate axes of the data.\n",
    "\n",
    "$\\color{blue}{\\textit Your Answer:}$ 2 and 4\n",
    "\n",
    "\n",
    "$\\color{blue}{\\textit Your Explanation:}$ 1. Subtracting the per pixel mean from all the datapoints does not affect the L1 distance it just translates the axes. \n",
    "\n",
    "2. because it just re-scales the axes and thus the relative L1 distance remains the same\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5421ff31",
   "metadata": {
    "tags": [
     "pdf-ignore-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "One loop difference was: 0.000000\n",
      "Good! The distance matrices are the same\n"
     ]
    }
   ],
   "source": [
    "# Now lets speed up distance matrix computation by using partial vectorization\n",
    "# with one loop. Implement the function compute_distances_one_loop and run the\n",
    "# code below:\n",
    "dists_one = classifier.compute_distances_one_loop(X_test)\n",
    "\n",
    "# To ensure that our vectorized implementation is correct, we make sure that it\n",
    "# agrees with the naive implementation. There are many ways to decide whether\n",
    "# two matrices are similar; one of the simplest is the Frobenius norm. In case\n",
    "# you haven't seen it before, the Frobenius norm of two matrices is the square\n",
    "# root of the squared sum of differences of all elements; in other words, reshape\n",
    "# the matrices into vectors and compute the Euclidean distance between them.\n",
    "difference = np.linalg.norm(dists - dists_one, ord='fro')\n",
    "print('One loop difference was: %f' % (difference, ))\n",
    "if difference < 0.001:\n",
    "    print('Good! The distance matrices are the same')\n",
    "else:\n",
    "    print('Uh-oh! The distance matrices are different')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0353d8bb",
   "metadata": {
    "scrolled": true,
    "tags": [
     "pdf-ignore-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No loop difference was: 0.000000\n",
      "Good! The distance matrices are the same\n"
     ]
    }
   ],
   "source": [
    "# Now implement the fully vectorized version inside compute_distances_no_loops\n",
    "# and run the code\n",
    "dists_two = classifier.compute_distances_no_loops(X_test)\n",
    "\n",
    "# check that the distance matrix agrees with the one we computed before:\n",
    "difference = np.linalg.norm(dists - dists_two, ord='fro')\n",
    "print('No loop difference was: %f' % (difference, ))\n",
    "if difference < 0.001:\n",
    "    print('Good! The distance matrices are the same')\n",
    "else:\n",
    "    print('Uh-oh! The distance matrices are different')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "78b5a3cb",
   "metadata": {
    "tags": [
     "pdf-ignore-input"
    ],
    "test": "no_loop"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Two loop version took 143.236155 seconds\n",
      "One loop version took 188.437387 seconds\n",
      "No loop version took 1.429143 seconds\n"
     ]
    }
   ],
   "source": [
    "# Let's compare how fast the implementations are\n",
    "def time_function(f, *args):\n",
    "    \"\"\"\n",
    "    Call a function f with args and return the time (in seconds) that it took to execute.\n",
    "    \"\"\"\n",
    "    import time\n",
    "    tic = time.time()\n",
    "    f(*args)\n",
    "    toc = time.time()\n",
    "    return toc - tic\n",
    "\n",
    "two_loop_time = time_function(classifier.compute_distances_two_loops, X_test)\n",
    "print('Two loop version took %f seconds' % two_loop_time)\n",
    "\n",
    "one_loop_time = time_function(classifier.compute_distances_one_loop, X_test)\n",
    "print('One loop version took %f seconds' % one_loop_time)\n",
    "\n",
    "no_loop_time = time_function(classifier.compute_distances_no_loops, X_test)\n",
    "print('No loop version took %f seconds' % no_loop_time)\n",
    "\n",
    "# You should see significantly faster performance with the fully vectorized implementation!\n",
    "\n",
    "# NOTE: depending on what machine you're using, \n",
    "# you might not see a speedup when you go from two loops to one loop, \n",
    "# and might even see a slow-down."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2e5ccad",
   "metadata": {},
   "source": [
    "### Cross-validation\n",
    "\n",
    "We have implemented the k-Nearest Neighbor classifier but we set the value k = 5 arbitrarily. We will now determine the best value of this hyperparameter with cross-validation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "65cef347",
   "metadata": {
    "tags": [
     "code"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "k = 1, accuracy = 0.263000\n",
      "k = 1, accuracy = 0.257000\n",
      "k = 1, accuracy = 0.264000\n",
      "k = 1, accuracy = 0.278000\n",
      "k = 1, accuracy = 0.266000\n",
      "k = 3, accuracy = 0.239000\n",
      "k = 3, accuracy = 0.249000\n",
      "k = 3, accuracy = 0.240000\n",
      "k = 3, accuracy = 0.266000\n",
      "k = 3, accuracy = 0.254000\n",
      "k = 5, accuracy = 0.248000\n",
      "k = 5, accuracy = 0.266000\n",
      "k = 5, accuracy = 0.280000\n",
      "k = 5, accuracy = 0.292000\n",
      "k = 5, accuracy = 0.280000\n",
      "k = 8, accuracy = 0.262000\n",
      "k = 8, accuracy = 0.282000\n",
      "k = 8, accuracy = 0.273000\n",
      "k = 8, accuracy = 0.290000\n",
      "k = 8, accuracy = 0.273000\n",
      "k = 10, accuracy = 0.265000\n",
      "k = 10, accuracy = 0.296000\n",
      "k = 10, accuracy = 0.276000\n",
      "k = 10, accuracy = 0.284000\n",
      "k = 10, accuracy = 0.280000\n",
      "k = 12, accuracy = 0.260000\n",
      "k = 12, accuracy = 0.295000\n",
      "k = 12, accuracy = 0.279000\n",
      "k = 12, accuracy = 0.283000\n",
      "k = 12, accuracy = 0.280000\n",
      "k = 15, accuracy = 0.252000\n",
      "k = 15, accuracy = 0.289000\n",
      "k = 15, accuracy = 0.278000\n",
      "k = 15, accuracy = 0.282000\n",
      "k = 15, accuracy = 0.274000\n",
      "k = 20, accuracy = 0.270000\n",
      "k = 20, accuracy = 0.279000\n",
      "k = 20, accuracy = 0.279000\n",
      "k = 20, accuracy = 0.282000\n",
      "k = 20, accuracy = 0.285000\n",
      "k = 50, accuracy = 0.271000\n",
      "k = 50, accuracy = 0.288000\n",
      "k = 50, accuracy = 0.278000\n",
      "k = 50, accuracy = 0.269000\n",
      "k = 50, accuracy = 0.266000\n",
      "k = 100, accuracy = 0.256000\n",
      "k = 100, accuracy = 0.270000\n",
      "k = 100, accuracy = 0.263000\n",
      "k = 100, accuracy = 0.256000\n",
      "k = 100, accuracy = 0.263000\n"
     ]
    }
   ],
   "source": [
    "num_folds = 5\n",
    "k_choices = [1, 3, 5, 8, 10, 12, 15, 20, 50, 100]\n",
    "\n",
    "X_train_folds = []\n",
    "y_train_folds = []\n",
    "################################################################################\n",
    "# TODO:                                                                        #\n",
    "# Split up the training data into folds. After splitting, X_train_folds and    #\n",
    "# y_train_folds should each be lists of length num_folds, where                #\n",
    "# y_train_folds[i] is the label vector for the points in X_train_folds[i].     #\n",
    "# Hint: Look up the numpy array_split function.                                #\n",
    "################################################################################\n",
    "# *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "X_train_folds, y_train_folds =\\\n",
    "    [np.array(np.split(data, num_folds)) for data in (X_train, y_train)] \n",
    "\n",
    "# *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "# A dictionary holding the accuracies for different values of k that we find\n",
    "# when running cross-validation. After running cross-validation,\n",
    "# k_to_accuracies[k] should be a list of length num_folds giving the different\n",
    "# accuracy values that we found when using that value of k.\n",
    "k_to_accuracies = {}\n",
    "\n",
    "\n",
    "################################################################################\n",
    "# TODO:                                                                        #\n",
    "# Perform k-fold cross validation to find the best value of k. For each        #\n",
    "# possible value of k, run the k-nearest-neighbor algorithm num_folds times,   #\n",
    "# where in each case you use all but one of the folds as training data and the #\n",
    "# last fold as a validation set. Store the accuracies for all fold and all     #\n",
    "# values of k in the k_to_accuracies dictionary.                               #\n",
    "################################################################################\n",
    "# *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "for k in k_choices: \n",
    "    acc = list() \n",
    "    for i in range(num_folds): \n",
    "        X_test_ = X_train_folds[i] \n",
    "        y_test_ = y_train_folds[i] \n",
    "        idxs = [j for j in range(num_folds) if not i==j]\n",
    "        X_train_ = np.concatenate(X_train_folds[idxs], axis=0) \n",
    "        y_train_ = np.concatenate(y_train_folds[idxs], axis=0) \n",
    "\n",
    "        model = KNearestNeighbor() \n",
    "        model.train(X_train_, y_train_) \n",
    "        dists = model.compute_distances_no_loops(X_test_) \n",
    "        y_test_pred = model.predict_labels(dists, k) \n",
    "        acc_ = np.sum(y_test_pred == y_test_).astype(float) / len(y_test_)\n",
    "        acc.append(acc_) \n",
    "    k_to_accuracies[k] = acc \n",
    "        \n",
    "\n",
    "# *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "# Print out the computed accuracies\n",
    "for k in sorted(k_to_accuracies):\n",
    "    for accuracy in k_to_accuracies[k]:\n",
    "        print('k = %d, accuracy = %f' % (k, accuracy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c46775cb",
   "metadata": {
    "tags": [
     "pdf-ignore-input"
    ]
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the raw observations\n",
    "for k in k_choices:\n",
    "    accuracies = k_to_accuracies[k]\n",
    "    plt.scatter([k] * len(accuracies), accuracies)\n",
    "\n",
    "# plot the trend line with error bars that correspond to standard deviation\n",
    "accuracies_mean = np.array([np.mean(v) for k,v in sorted(k_to_accuracies.items())])\n",
    "accuracies_std = np.array([np.std(v) for k,v in sorted(k_to_accuracies.items())])\n",
    "plt.errorbar(k_choices, accuracies_mean, yerr=accuracies_std)\n",
    "plt.title('Cross-validation on k')\n",
    "plt.xlabel('k')\n",
    "plt.ylabel('Cross-validation accuracy')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a35e823a",
   "metadata": {
    "test": "cross_validation"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 137 / 500 correct => accuracy: 0.274000\n"
     ]
    }
   ],
   "source": [
    "# Based on the cross-validation results above, choose the best value for k,   \n",
    "# retrain the classifier using all the training data, and test it on the test\n",
    "# data. You should be able to get above 28% accuracy on the test data.\n",
    "best_k = 1\n",
    "\n",
    "classifier = KNearestNeighbor()\n",
    "classifier.train(X_train, y_train)\n",
    "y_test_pred = classifier.predict(X_test, k=best_k)\n",
    "\n",
    "# Compute and display the accuracy\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = float(num_correct) / num_test\n",
    "print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "20cef1e9",
   "metadata": {
    "tags": [
     "pdf-inline"
    ]
   },
   "source": [
    "**Inline Question 3**\n",
    "\n",
    "Which of the following statements about $k$-Nearest Neighbor ($k$-NN) are true in a classification setting, and for all $k$? Select all that apply.\n",
    "1. The decision boundary of the k-NN classifier is linear.\n",
    "2. The training error of a 1-NN will always be lower than or equal to that of 5-NN.\n",
    "3. The test error of a 1-NN will always be lower than that of a 5-NN.\n",
    "4. The time needed to classify a test example with the k-NN classifier grows with the size of the training set.\n",
    "5. None of the above.\n",
    "\n",
    "$\\color{blue}{\\textit Your Answer:}$ 2 and 4\n",
    "\n",
    "\n",
    "$\\color{blue}{\\textit Your Explanation:}$ training error of 1-NN will be 0 and the time needed to classify a test example increases with the size of the training set as it has time complexity of O(n).\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4b4c42a",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pytorch",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
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